Class information for:
Level 1: LEARNING CLASSIFIER SYSTEMS//XCS//ILLIGAL

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
20692 389 28.4 24%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
922 10499 EVOLUTIONARY COMPUTATION//IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION//EVOLUTIONARY ALGORITHMS

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 LEARNING CLASSIFIER SYSTEMS Author keyword 14 29% 10% 40
2 XCS Author keyword 11 32% 7% 28
3 ILLIGAL Address 4 50% 2% 6
4 LEARNING CLASSIFIER SYSTEM Author keyword 3 21% 3% 13
5 LEARNING CLASSIFIER SYSTEMS LCS Author keyword 3 60% 1% 3
6 NKCS MODEL Author keyword 2 67% 1% 2
7 PROFIT SHARING PLAN Author keyword 2 67% 1% 2
8 RESTRICTED MATING Author keyword 2 67% 1% 2
9 CLASSIFIER SYSTEMS Author keyword 2 18% 3% 11
10 INTELLIGENT COMP SYST Address 2 20% 2% 9

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 LEARNING CLASSIFIER SYSTEMS 14 29% 10% 40 Search LEARNING+CLASSIFIER+SYSTEMS Search LEARNING+CLASSIFIER+SYSTEMS
2 XCS 11 32% 7% 28 Search XCS Search XCS
3 LEARNING CLASSIFIER SYSTEM 3 21% 3% 13 Search LEARNING+CLASSIFIER+SYSTEM Search LEARNING+CLASSIFIER+SYSTEM
4 LEARNING CLASSIFIER SYSTEMS LCS 3 60% 1% 3 Search LEARNING+CLASSIFIER+SYSTEMS+LCS Search LEARNING+CLASSIFIER+SYSTEMS+LCS
5 NKCS MODEL 2 67% 1% 2 Search NKCS+MODEL Search NKCS+MODEL
6 PROFIT SHARING PLAN 2 67% 1% 2 Search PROFIT+SHARING+PLAN Search PROFIT+SHARING+PLAN
7 RESTRICTED MATING 2 67% 1% 2 Search RESTRICTED+MATING Search RESTRICTED+MATING
8 CLASSIFIER SYSTEMS 2 18% 3% 11 Search CLASSIFIER+SYSTEMS Search CLASSIFIER+SYSTEMS
9 GENETICS BASED MACHINE LEARNING 2 25% 2% 6 Search GENETICS+BASED+MACHINE+LEARNING Search GENETICS+BASED+MACHINE+LEARNING
10 EXTENDED CLASSIFIER SYSTEM 2 43% 1% 3 Search EXTENDED+CLASSIFIER+SYSTEM Search EXTENDED+CLASSIFIER+SYSTEM

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 XCS 8 41% 4% 16
2 COEVOLUTIONARY ALGORITHM 3 50% 1% 5
3 CLASSIFIER SYSTEM 1 25% 1% 4
4 CLASSIFIER SYSTEMS 1 16% 2% 6
5 ZCS 1 19% 1% 4
6 CREDIT ASSIGNMENT 1 50% 0% 1
7 LEARNING CLASSIFIER SYSTEMS 0 15% 1% 2
8 CHROMOSOME DIFFERENTIATION 0 20% 0% 1
9 FUZZY CLASSIFIERS 0 13% 0% 1
10 ANTICIPATORY CLASSIFIER SYSTEM 0 100% 0% 1

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Large-scale data mining using genetics-based machine learning 2013 6 42 21%
Swarm robots reinforcement learning convergence accuracy-based learning classifier systems with gradient descent (XCS-GD) 2014 0 2 100%
Learner classifier systems: Theory and applications - A state-of-the-art review 2001 0 29 41%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ.
in class
1 ILLIGAL 4 50% 1.5% 6
2 INTELLIGENT COMP SYST 2 20% 2.3% 9
3 ILLINOIS GENET ALGORITHMS 2 18% 2.1% 8
4 MODECO TEAM 1 100% 0.5% 2
5 EVOLUTIONARY COMP SYST 1 40% 0.5% 2
6 ILLINOIS GENET ALGORITHM 1 40% 0.5% 2
7 INTERDISCIPLINARY COMP COMPLEX SYST ICOS GR 1 33% 0.5% 2
8 COMPUTAT LITHOG GRP 1 50% 0.3% 1
9 DIPARTIMENTO INGN ELETT GESTIONALE MECCAN 1 50% 0.3% 1
10 INTELLIGENCE ARTIFICIELLE PARIS 5 1 50% 0.3% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000195771 BIOCOMP DEV SYST GRP//GENETIC PROGRAMMING AND EVOLVABLE MACHINES//EVOVIS PROJECT
2 0.0000132282 EVOLUTIONARY ROBOTICS//NAVAL WE ON//NEUROCONTROLLER ANALYSIS
3 0.0000112185 BRAIN OPERAT DEVICE//MIN MAX MODULAR NEURAL NETWORK//NETWORK COMMITTEE
4 0.0000109550 TURBO MACHINERY//COMPOUND CHOKING//COMPOUND WAVES
5 0.0000107099 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
6 0.0000097737 NUMERICAL ATTRIBUTES//FUZZY DECISION TREES//CASCADE GENERALIZATION
7 0.0000093888 EVOLUTIONARY COMPUTATION//RUNTIME ANALYSIS//LS 2
8 0.0000084750 REINFORCEMENT LEARNING//ADAPTIVE DYNAMIC PROGRAMMING//APPROXIMATE DYNAMIC PROGRAMMING
9 0.0000083429 POWER TRANSMISSION LOSSES//NET FLOW METHOD//PARETO DOMAIN
10 0.0000075431 SPLINE NEURAL NETWORKS//TRAINING TRAJECTORY//ADAPTIVE ACTIVATION FUNCTIONS